{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 5: Laplace equation\n",
    "\n",
    "In this tutorial we will look at constructing the steady-state heat example using the Laplace equation. In contrast to the previous tutorials this example is entirely driven by the prescribed Dirichlet and Neumann boundary conditions, instead of an initial condition. We will also demonstrate how to use Devito to solve a steady-state problem without time derivatives and how to switch buffers explicitly without having to re-compile the kernel.\n",
    "\n",
    "First, we again define our governing equation:\n",
    "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = 0$$\n",
    "\n",
    "We are again discretizing second-order derivatives using a central difference scheme to construct a diffusion problem (see tutorial 3). This time we have no time-dependent term in our equation though, since there is no term $p_{i,j}^{n+1}$. This means that we are simply updating our field variable $p$ over and over again, until we have reached an equilibrium state. In a discretized form, after rearranging to update the central point $p_{i,j}^n$ we have\n",
    "$$p_{i,j}^n = \\frac{\\Delta y^2(p_{i+1,j}^n+p_{i-1,j}^n)+\\Delta x^2(p_{i,j+1}^n + p_{i,j-1}^n)}{2(\\Delta x^2 + \\Delta y^2)}$$\n",
    "\n",
    "And, as always, we first re-create the original implementation to see what we are aiming for. Here we initialize the field $p$ to $0$ and apply the following boundary conditions:\n",
    "\n",
    "$p=0$ at $x=0$\n",
    " \n",
    "$p=y$ at $x=2$\n",
    " \n",
    "$\\frac{\\partial p}{\\partial y}=0$ at $y=0, \\ 1$\n",
    "\n",
    "**Developer note:**\n",
    "The original tutorial stores the field data in the layout `(ny, nx)`. Until now we have used `(x, y)` notation for creating our Devito examples, but for this one we will adopt the `(y, x)` layout for compatibility reasons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from examples.cfd import plot_field\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "# Some variable declarations\n",
    "nx = 31\n",
    "ny = 31\n",
    "c = 1\n",
    "dx = 2. / (nx - 1)\n",
    "dy = 1. / (ny - 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def laplace2d(p, bc_y, dx, dy, l1norm_target):\n",
    "    l1norm = 1\n",
    "    pn = np.empty_like(p)\n",
    "\n",
    "    while l1norm > l1norm_target:\n",
    "        pn = p.copy()\n",
    "        p[1:-1, 1:-1] = ((dy**2 * (pn[1:-1, 2:] + pn[1:-1, 0:-2]) +\n",
    "                         dx**2 * (pn[2:, 1:-1] + pn[0:-2, 1:-1])) /\n",
    "                        (2 * (dx**2 + dy**2)))\n",
    "            \n",
    "        p[:, 0] = 0  # p = 0 @ x = 0\n",
    "        p[:, -1] = bc_right  # p = y @ x = 2\n",
    "        p[0, :] = p[1, :]  # dp/dy = 0 @ y = 0\n",
    "        p[-1, :] = p[-2, :]  # dp/dy = 0 @ y = 1\n",
    "        l1norm = (np.sum(np.abs(p[:]) - np.abs(pn[:])) /\n",
    "                  np.sum(np.abs(pn[:])))\n",
    "     \n",
    "    return p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Out initial condition is 0 everywhere, except at the boundary\n",
    "p = np.zeros((ny, nx))\n",
    "\n",
    "# Boundary conditions\n",
    "bc_right = np.linspace(0, 1, ny)\n",
    "p[:, 0] = 0  # p = 0 @ x = 0\n",
    "p[:, -1] = bc_right  # p = y @ x = 2\n",
    "p[0, :] = p[1, :]  # dp/dy = 0 @ y = 0\n",
    "p[-1, :] = p[-2, :]  # dp/dy = 0 @ y = 1\n",
    "\n",
    "plot_field(p, ymax=1.0, view=(30, 225))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "p = laplace2d(p, bc_right, dx, dy, 1e-4)\n",
    "plot_field(p, ymax=1.0, view=(30, 225))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK, nice. Now, to re-create this example in Devito we need to look a little bit further under the hood. There are two things that make this different to the examples we covered so far:\n",
    "* We have no time dependence in the `p` field, but we still need to advance the state of p in between buffers. So, instead of using `TimeFunction` objects that provide multiple data buffers for timestepping schemes, we will use `Function` objects that have no time dimension and only allocate a single buffer according to the space dimensions. However, since we are still implementing a pseudo-timestepping loop, we will need two objects, say `p` and `pn`, to act as alternating buffers.\n",
    "* If we're using two different symbols to denote our buffers, any operator we create will only perform a single timestep. This is desired though, since we need to check a convergence criterion outside of the main stencil update to determine when we stop iterating. As a result we will need to call the operator repeatedly after instantiating it outside the convergence loop.\n",
    "\n",
    "So, how do we make sure our operator doesn't accidentally overwrite values in the same buffer? Well, we can again let SymPy reorganise our Laplace equation based on `pn` to generate the stencil, but when we create the update expression, we set the LHS to our second buffer variable `p`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Update stencil:\n",
      "Eq(p(x, y), 0.5*(h_x**2*pn(x, y - h_y) + h_x**2*pn(x, y + h_y) + h_y**2*pn(x - h_x, y) + h_y**2*pn(x + h_x, y))/(h_x**2 + h_y**2))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from devito import Grid, Function, Eq, solve\n",
    "\n",
    "# Create two explicit buffers for pseudo-timestepping\n",
    "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n",
    "p = Function(name='p', grid=grid, space_order=2)\n",
    "pn = Function(name='pn', grid=grid, space_order=2)\n",
    "\n",
    "# Create Laplace equation base on `pn`\n",
    "eqn = Eq(pn.laplace, subdomain=grid.interior)\n",
    "# Let SymPy solve for the central stencil point\n",
    "stencil = solve(eqn, pn)\n",
    "# Now we let our stencil populate our second buffer `p`\n",
    "eq_stencil = Eq(p, stencil)\n",
    "\n",
    "# In the resulting stencil `pn` is exclusively used on the RHS\n",
    "# and `p` on the LHS is the grid the kernel will update\n",
    "print(\"Update stencil:\\n%s\\n\" % eq_stencil)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can add our boundary conditions. We have already seen how to prescribe constant Dirichlet BCs by simply setting values using the low-level notation. This time we will go a little further by setting a prescribed profile, which we create first as a custom 1D symbol and supply with the BC values. For this we need to create a `Function` object that has a different shape than our general `grid`, so instead of the grid we provide an explicit pair of dimension symbols and the according shape for the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = grid.dimensions\n",
    "bc_right = Function(name='bc_right', shape=(nx, ), dimensions=(x, ))\n",
    "bc_right.data[:] = np.linspace(0, 1, nx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create a set of expressions for the BCs again, where we wet prescribed values on the right and left of our grid. For the Neumann BCs along the top and bottom boundaries we simply copy the second row from the outside into the outermost row, just as the original tutorial did. Using these expressions and our stencil update we can now create an operator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Operator\n",
    "\n",
    "# Create boundary condition expressions\n",
    "bc = [Eq(p[x, 0], 0.)]  # p = 0 @ x = 0\n",
    "bc += [Eq(p[x, ny-1], bc_right[x])]  # p = y @ x = 2\n",
    "bc += [Eq(p[0, y], p[1, y])]  # dp/dy = 0 @ y = 0\n",
    "bc += [Eq(p[nx-1, y], p[nx-2, y])]  # dp/dy = 0 @ y = 1\n",
    "\n",
    "# Now we can build the operator that we need\n",
    "op = Operator(expressions=[eq_stencil] + bc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now use this single-step operator repeatedly in a Python loop, where we can arbitrarily execute other code in between invocations. This allows us to update our L1 norm and check for convergence. Using our pre-compiled operator now comes down to a single function call that supplies the relevant data symbols. One thing to note is that we now do exactly the same thing as the original NumPy loop, in that we deep-copy the data between each iteration of the loop, which we will look at after this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Silence the runtime performance logging\n",
    "from devito import configuration\n",
    "configuration['log-level'] = 'ERROR'\n",
    "\n",
    "# Initialise the two buffer fields\n",
    "p.data[:] = 0.\n",
    "p.data[:, -1] = np.linspace(0, 1, ny)\n",
    "pn.data[:] = 0.\n",
    "pn.data[:, -1] = np.linspace(0, 1, ny)\n",
    "\n",
    "# Visualize the initial condition\n",
    "plot_field(p.data, ymax=1.0, view=(30, 225))\n",
    "\n",
    "# Run the convergence loop with deep data copies\n",
    "l1norm_target = 1.e-4\n",
    "l1norm = 1\n",
    "while l1norm > l1norm_target:\n",
    "    # This call implies a deep data copy\n",
    "    pn.data[:] = p.data[:]\n",
    "    op(p=p, pn=pn)\n",
    "    \n",
    "    l1norm = (np.sum(np.abs(p.data[:]) - np.abs(pn.data[:])) /\n",
    "              np.sum(np.abs(pn.data[:])))\n",
    "\n",
    "# Visualize the converged steady-state\n",
    "plot_field(p.data, ymax=1.0, view=(30, 225))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One crucial detail about the code above is that the deep data copy between iterations will really hurt performance if we were to run this on a large grid. However, we have already seen how we can match data symbols to symbolic names when calling the pre-compiled operator, which we can now use to actually switch the roles of `pn` and `p` between iterations, eg. `op(p=pn, pn=p)`. Thus, we can implement a simple buffer-switching scheme by simply testing for odd and even time-steps, without ever having to shuffle data around."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Initialise the two buffer fields\n",
    "p.data[:] = 0.\n",
    "p.data[:, -1] = np.linspace(0, 1, ny)\n",
    "pn.data[:] = 0.\n",
    "pn.data[:, -1] = np.linspace(0, 1, ny)\n",
    "\n",
    "# Visualize the initial condition\n",
    "plot_field(p.data, ymax=1.0, view=(30, 225))\n",
    "\n",
    "# Run the convergence loop by explicitly flipping buffers\n",
    "l1norm_target = 1.e-4\n",
    "l1norm = 1\n",
    "counter = 0\n",
    "while l1norm > l1norm_target:\n",
    "    # Determine buffer order\n",
    "    if counter % 2 == 0:\n",
    "        _p = p\n",
    "        _pn = pn\n",
    "    else:\n",
    "        _p = pn\n",
    "        _pn = p\n",
    "\n",
    "    # Apply operator\n",
    "    op(p=_p, pn=_pn)\n",
    "    \n",
    "    # Compute L1 norm\n",
    "    l1norm = (np.sum(np.abs(_p.data[:]) - np.abs(_pn.data[:])) /\n",
    "              np.sum(np.abs(_pn.data[:])))\n",
    "    counter += 1\n",
    "     \n",
    "plot_field(p.data, ymax=1.0, view=(30, 225))"
   ]
  }
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